Enterprise browsers for small business buyers
Asked as “secure enterprise browser”, and as “enterprise browser for managed and unmanaged devices”, on behalf of a small B2B company. 58 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the October 2026 Edition on October 4, 2026; its answers are read by the distilled judge (ai-indexes-judge-qwen3-14b-run3), not the claude-opus-5 judge of the earlier categories: how the two compare.
Standing · first-choice share
33%
Contested · Microsoft Edge for Business 14%
33Google Password Manager14Microsoft Edge for Business12Chrome Enterprise Core41others
33% of first choices, contested.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the four products at 0%, ordered by negative rate
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
Google Password Manager is made by Google, whose model Gemini 3.5 Flash is in the set. On the four share prompts that model made it the first choice three times of 4; the other thirteen models sixteen times of 52. Lab treatment is defined on the method page; the row is marked, not excluded.
Head to head
All fifteen head-to-head pages: the top six products, each against each
Google Password Manager vs Surf SecurityGoogle Password Manager vs TalonIsland Enterprise Browser vs Microsoft Edge for BusinessIsland Enterprise Browser vs Prisma Access BrowserIsland Enterprise Browser vs Surf SecurityIsland Enterprise Browser vs TalonMicrosoft Edge for Business vs Prisma Access BrowserMicrosoft Edge for Business vs Surf SecurityMicrosoft Edge for Business vs TalonPrisma Access Browser vs Surf SecurityPrisma Access Browser vs TalonSurf Security vs Talon
Recommended versus criticized
Every product with at least 10 labels here, on both axes. The 30% line names a quadrant, not the verdict above: that one needs more than 40%.
Criticized challengerCriticized default
Negative label rate →
01M02
03N04
05P06
07T08
09Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01Google Password Manager33%
Google Password Manager33%02Microsoft Edge for Business14%
03Chrome Enterprise Core12%
Chrome Enterprise Core12%04NordLayer Browser10%
05Island Enterprise Browser3%
Island Enterprise Browser3%06Prisma Access Browser0%
07Firefox ESR0%
Firefox ESR0%08Talon0%
09Brave0%
Brave0%What they warned about
Five of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, Mistral Small, Qwen 3.7 Flash, MiniMax M2.5, GPT-6 Luna and Muse Glimmer 30B changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
Island Enterprise Browser50%
24 of 48 labels negative · 10 of 14 models · 6 hard negative
“Avoid enterprise-quote-only vendors like Island unless you have specific complex requirements that justify the cost.” DeepSeek V4 Flash, scale prompt
Brave79%
11 of 14 labels negative · 7 of 14 models · 5 hard negative
“small businesses should generally avoid or be cautious about using consumer-focused browsers for enterprise purposes. Browsers like Brave, DuckDuckGo, Opera, and Tor” Mistral Small, negative prompt
Opera
83%
5 of 6 labels negative · 5 of 14 models · 3 hard negative
“Browsers like Brave, DuckDuckGo, Opera, and Tor are designed with privacy and individual use in mind” Mistral Small, negative prompt
Firefox ESR42%
5 of 12 labels negative · 5 of 14 models · 1 hard negative
“a small business should avoid relying on plain Chrome / Firefox / Safari / Edge consumer installs” Muse Glimmer 30B, negative prompt
What they cite
Citations exist only for the models that return a source list: fourteen of the fourteen in this edition, and all six flagship models on the expanded tier.
Sites the answers cite
78 of 84 answers in this category came back with a source list, from 14 of 14 models: citations where the model returns them, or the search results it consulted. 1047 links across 169 sites, every framing counted. Ranked by the number of answers carrying the site or page. None of the 252 answers across every segment cited this index's own page for the category.
vendor site · Venn42 answers · 71 citations · 12 models
41 answers · 53 citations · 12 models
40 answers · 121 citations · 13 models
33 answers · 33 citations · 12 models
vendor site · FitGap31 answers · 51 citations · 11 models
vendor site · Island30 answers · 41 citations · 12 models
vendor site · Palo Alto Networks28 answers · 61 citations · 11 models
vendor site · CyberPress24 answers · 31 citations · 11 models
23 answers · 27 citations · 10 models
20 answers · 20 citations · 9 models
20 answers · 20 citations · 10 models
20 answers · 20 citations · 10 models
Pages the answers cite
The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.
36 answers · 12 models
33 answers · 12 models
23 answers · 9 models
23 answers · 11 models
20 answers · 10 models
20 answers · 10 models
18 answers · 9 models
17 answers · 8 models
16 answers · 7 models
16 answers · 8 models
Search against answers
Each company's standing in the answers beside its site's footprint in Google search, one row a site: the products the models named on it with their shares, and the share they add up to; monthly searches on Google, and DataForSEO's estimate of AI search demand (modeled from search signals, directional, not a count of queries to any assistant), for the most-searched of the company's and its products' names (the name is in each row's hover text); estimated monthly organic visits to the site; and its best position in Google's top ten for “best secure enterprise browser”, “enterprise browsers”, “secure enterprise browser”. US estimates from DataForSEO and Google's Ads Transparency Center. A small company's site, or a mid-sized company's site for its flagship, is marked company; a product on a large parent's site (Google, Microsoft) has no site figures. A column with no figures for this category is left out, and an empty cell means none were seen, not none exist. Two measurements side by side: neither is read as the cause of the other.
| Company and products | Share | Own site cited | Name searches, Google | AI search demand, est. | Organic visits | Paid search a month, est. | Google ads, last 30 days | Best Google position |
|---|---|---|---|---|---|---|---|---|
| Google Password Manager google.dev | 33% | 194 | 823,000 | 1,150 | 881,346 | 109 | ||
| Microsoft parent site Microsoft Edge for Business 14%, Microsoft Edge 5% | 19% | 113 | 2,240,000 | 403,136 | ||||
| Chrome Enterprise Core chromeenterprise.google | 12% | 19 | 1,300 | 12 | 447,102 | $11 | 120 | 4 |
| NordLayer Browser | 10% | 30 | 0 | |||||
| Prisma Browser for Business | 3% | |||||||
| Google Cloud parent site Google Chrome Enterprise Core 3% | 3% | 7 | 165,000 | 7,596 | ||||
| Island Enterprise Browser island.io | 3% | 164 | 1,300 | 17 | 38,302 | 77 | 2 | |
| Edge for Business | 2% | 390 | 153 | |||||
| LayerX layerxsecurity.com | 2% | 46 | 1,300 | 17 | 1,356 | 0 | ||
| Mozilla Firefox firefox.com | 2% | 8 | 60,500 | 1,378 | 1,183,043 | 62 |
Google's top ten for the three searches hold 19 sites; 5 of them are among the sites the models cited here (chromeenterprise.google, cybersecuritynews.com, gartner.com, island.io, paloaltonetworks.com). The first result for “best secure enterprise browser” is gartner.com.
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.ShowHide
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.
ShowHideModelDirect“What is the best secure enterprise browser for a small B2B company?”Paraphrase“Which enterprise browser for managed and unmanaged devices would you recommend to a small business that sells to other businesses?”Comparative“What are the top enterprise browsers for a small team and how do they differ?”Budget-constrained“What is the best secure enterprise browser for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a secure enterprise browser. What should we look at?”Negative“Which enterprise browsers should a small business avoid or be cautious about?”
Claude Haiku 4.5Microsoft Edge for Business, Palo Alto Networks Prisma Browser For Businessagainst: Island Enterprise BrowserGoogle Password ManagerChangedGoogle Password ManagerGoogle Password Manager, NordLayer Browserno first choiceagainst: Brave, Citrix Enterprise Browser, DuckDuckGo, Firefox for Enterprise, Microsoft Defender, Opera, RAV Online Security
One alternative
Google Password ManagerTwo alternatives
CrowdStrike Falcon Seraphic, Microsoft Edge for BusinessFour alternatives
Microsoft Edge for Business, Mozilla Firefox for Enterprise, NordLayer Browser, Opera Enterprise BrowserOne alternative
Malwarebytes Browser GuardGPT-5.4 miniMicrosoft Edge for BusinessIsland Enterprise BrowserChangedagainst: Google Password ManagerGoogle Password Manager, Microsoft Edge for BusinessMicrosoft Edge for BusinessGoogle’s Chrome Enterprise Premiumagainst: Citrix Enterprise Browser, Google Password Manager, Microsoft Edge for Business
One alternative
Google Password ManagerTwo alternatives
Microsoft Edge for Business, Talon WorkBrowserOne alternative
Island Enterprise BrowserOne alternative
Island Enterprise BrowserOne alternative
Microsoft Edge for BusinessGemini 3.5 FlashPrisma Browser for Businessagainst: Island Enterprise BrowserGoogle Password ManagerChangedGoogle Password Manager, Microsoft Edge for BusinessGoogle Password Manager, Microsoft Edge for Businessagainst: Brave, Firefox ESR, Island Enterprise Browser, Prisma Cloud, Surf, TorGoogle Password Manageragainst: Palo Alto Networks, Talonagainst: Brave, Island Enterprise Browser, Talon, Tor, Wave Browser, WebNavigator
Two alternatives
Google Password Manager, Microsoft Edge for BusinessTwo alternatives
Island Enterprise Browser, Microsoft Edge for BusinessFour alternatives
Island Enterprise Browser, LayerX, Palo Alto Networks Prisma Access Browser, Push SecurityFour alternatives
Island Enterprise Browser, LayerX, Microsoft Edge for Business, Push SecurityPerplexity SonarLayerX Browser Security PlatformGoogle Password ManagerChangedGoogle Password Manager, Microsoft Edge for BusinessMicrosoft Edge for Businessno first choiceagainst: Island Enterprise Browser, Palo Alto Networks Prisma Access Browser, Talon
Three alternatives
Google Password Manager, Island Enterprise Browser, VennFour alternatives
Check Point Enterprise Browser, Microsoft Edge for Business, Netskope One Enterprise Browser, Prisma Access BrowserTwo alternatives
Island Enterprise Browser, NordLayer BrowserTwo alternatives
Google Password Manager, NordLayer BrowserGrok 4.1 FastGoogle Password Manageragainst: Palo Alto Prisma Access BrowserGoogle Password ManagerHeldagainst: Island Enterprise BrowserGoogle Password ManagerGoogle Chrome Enterprise Coreagainst: Island Enterprise Browser, Prisma Cloud, SurfIsland Enterprise Browseragainst: Citrix Enterprise Browser, Google Password Manager, Island Enterprise Browser, Prisma Access Browser, Surf Security
Two alternatives
Island Enterprise Browser, Microsoft Edge for BusinessTwo alternatives
Microsoft Edge for Business, NordLayer BrowserThree alternatives
Island Enterprise Browser, Microsoft Edge for Business, Mozilla Firefox for EnterpriseOne alternative
Google Password ManagerTwo alternatives
Google Password Manager, Prisma AccessMistral SmallNordLayer BrowserCheck Point Browser SecurityChangedGoogle Password Manager, Microsoft Edge for BusinessMozilla Firefoxno first choiceagainst: Brave, DuckDuckGo, Opera, Tor
One alternative
VennTwo alternatives
Island Enterprise Browser, Mozilla FirefoxOne alternative
NordLayer BrowserDeepSeek V4 FlashGoogle Password Manageragainst: Island Enterprise Browser, Kasm, LayerX/Seraphic, Prisma Access BrowserGoogle Password ManagerHeldagainst: Island Enterprise Browser, Prisma Cloud, Surf Security, TalonGoogle Password Manager, Microsoft Edge for Businessagainst: Island Enterprise Browser, Palo Alto Prisma Access BrowserChrome Enterprise Coreagainst: Island Enterprise Browser, Prisma Access Browser, Surf SecurityGoogle Password Manager, Prisma Browser for Businessagainst: Island Enterprise Browseragainst: Citrix Enterprise Browser, Island Enterprise Browser, Kasm, Opera Enterprise Browser, Palo Alto Networks' Prisma Browser/Talon, Surf
One alternative
Microsoft Edge for BusinessOne alternative
Chrome Enterprise CoreOne alternative
LayerXThree alternatives
Google Password Manager, Microsoft Edge for Business, Netzilo Enterprise BrowserOne alternative
SeraphicLlama 4 MaverickNordLayer BrowserNordLayer BrowserHeldNordLayer BrowserChrome Enterprise Core, NordLayer Browserno first choicenothing named
One alternative
Perception PointTwo alternatives
Google Password Manager, Prisma Access BrowserFour alternatives
Google Password Manager, Island Enterprise Browser, LayerX, Prisma Access BrowserQwen 3.7 FlashNordLayer BrowserPalo Alto Networks Prisma Access BrowserChangedagainst: Push SecurityMicrosoft Edge for Businessagainst: Prisma Secure BrowserMicrosoft EdgeGoogle Password Manager, Microsoft Edgeagainst: Island Enterprise Browser, Opera, Surf Browser, Vivaldi
Two alternatives
Microsoft Edge, Perception PointTwo alternatives
Google Password Manager, Netskope One Enterprise BrowserOne alternative
Google Password ManagerTwo alternatives
Brave Browser, Google Password ManagerThree alternatives
Avecto, Cortado, PaddleKimi K2Google Password Manageragainst: Island Enterprise BrowserGoogle Password ManagerHeldagainst: Island Enterprise Browser, TalonGoogle Password Manager, Microsoft Edge for BusinessGoogle Chrome Enterprise Coreagainst: Google Password Manager, Island Enterprise Browser, TalonGoogle Password Manager, LayerXagainst: Brave, DuckDuckGo, Firefox ESR, Internet Explorer, Island Enterprise Browser, Menlo, Prisma Cloud, Surf, Talon, Tor
Three alternatives
Microsoft Edge for Business, Mozilla Firefox for Enterprise, Prisma Access BrowserTwo alternatives
Edge for Business, Prisma Access BrowserThree alternatives
Arc Browser, Brave Browser, Mozilla FirefoxTwo alternatives
Firefox ESR, Microsoft Edge for BusinessTwo alternatives
Harmony Browse, Island Enterprise BrowserGLM 4.7 FlashXGoogle Password Manageragainst: Brave, Firefox ESR, VivaldiGoogle Password ManagerHeldagainst: Island Enterprise Browser, Palo Alto Networks Prisma Access BrowserGoogle Password Manageragainst: BitBrowser, Island Enterprise Browser, Multilogin, Surf SecurityChrome Enterprise Coreagainst: Microsoft Edge for Businessno first choiceagainst: Brave, Chrome Enterprise Core, Cloudflare Browser Isolation, Edge for Business, Tor Browser
Four alternatives
Check Point Harmony SASE, Island Enterprise Browser, Kasm Workspaces, ZscalerOne alternative
Microsoft EdgeFour alternatives
Apple Passwords, Brave, Firefox ESR, Microsoft Edge for BusinessOne alternative
Firefox ESRMiniMax M2.5Microsoft Edge for BusinessGoogle Password ManagerChangedGoogle Password Manager, Microsoft Edge for Businessagainst: Island Enterprise BrowserMicrosoft Edgeagainst: Braveno first choiceagainst: Apple Passwords, Brave, Firefox ESR, Google Password Manager, Internet Explorer, Legacy Microsoft Edge, Microsoft Edge, Older Safari versions, Opera, QQ Browser, UC Browser, Vivaldi
Two alternatives
Google Password Manager, Island Enterprise BrowserOne alternative
Netskope Enterprise BrowserTwo alternatives
LayerX, SeraphicTwo alternatives
Google Password Manager, Mozilla Firefox ESRGPT-6 LunaChrome Enterprise Core, Microsoft Edge for BusinessGoogle Password ManagerChangedChrome Enterprise Coreagainst: Island Enterprise BrowserChrome with Chrome Enterprise CoreChrome Enterprise Core, Edge for Businessagainst: Island Enterprise Browser, Palo Alto Prisma Browser
Two alternatives
Google Password Manager, Prisma Browser for BusinessOne alternative
Edge for BusinessTwo alternatives
Microsoft Edge for Business, Prisma Browser for BusinessOne alternative
Edge for BusinessThree alternatives
Google Password Manager, Island Enterprise Browser, Prisma Browser for BusinessMuse Glimmer 30BMicrosoft Edge for Businessagainst: BraveChrome Enterprise CoreChangedagainst: Netskope Enterprise Browser, Palo Alto Networks’ enterprise browser solutionsGoogle Password Manager, Microsoft Edge for BusinessChrome Enterprise Coreno first choiceagainst: Apple Passwords, Brave, DuckDuckGo, Firefox ESR, Google Password Manager, Microsoft Edge Password Manager, Opera, RAV Online Security from ReasonLabs, Tor
Three alternatives
Check Point Harmony SASE, Google Password Manager, SeraphicOne alternative
Microsoft Edge for BusinessTwo alternatives
Firefox for Enterprise, NordLayer BrowserTwo alternatives
Brave, Firefox ESR with policiesBold is the first choiceAlternatives are counted; the count opens them.What the answer argued against
The record
One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency. Full answer text is in the free responses file. Download the record
Eighty-four rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:44 | yes | 9 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:11 | yes | 2 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:56 | yes | 14 | 22 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-05 00:59 | yes | 17 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 01:16 | yes | 24 | 11 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:00 | yes | 5 | 3 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:48 | yes | 24 | 33 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:27 | yes | 6 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:23 | yes | 5 | 20 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:20 | yes | 15 | 15 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:16 | yes | 20 | 81 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:14 | yes | 10 | 27 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-05 01:26 | yes | 3 | 18 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 01:06 | yes | 15 | 23 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:23 | yes | 18 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:25 | no | 0 | 3 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 01:45 | yes | 18 | 25 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-04 22:57 | yes | 16 | 4 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 01:47 | yes | 23 | 10 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:44 | yes | 5 | 3 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:35 | yes | 24 | 39 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:25 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:17 | yes | 10 | 86 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:33 | yes | 18 | 19 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:43 | yes | 25 | 56 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:01 | yes | 5 | 28 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:20 | yes | 2 | 17 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 01:24 | yes | 13 | 19 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:57 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:58 | yes | 5 | 6 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:20 | yes | 16 | 26 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-05 01:34 | yes | 32 | 4 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:15 | yes | 16 | 12 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:38 | yes | 11 | 9 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:48 | yes | 21 | 39 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 01:41 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:57 | yes | 15 | 65 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:46 | yes | 17 | 26 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 01:30 | yes | 23 | 60 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:22 | yes | 11 | 24 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:59 | yes | 4 | 21 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:30 | yes | 13 | 20 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:54 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:49 | yes | 4 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:27 | yes | 15 | 28 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-05 01:41 | yes | 17 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:32 | yes | 19 | 8 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:22 | yes | 5 | 3 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:18 | yes | 22 | 22 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 01:43 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:23 | no | 0 | 22 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:58 | yes | 17 | 18 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:45 | yes | 24 | 64 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:37 | no | 0 | 42 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-05 01:33 | yes | 2 | 13 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:44 | yes | 23 | 26 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:34 | no | 0 | 7 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:55 | yes | 1 | 8 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:16 | yes | 11 | 25 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-05 00:44 | yes | 20 | 5 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:45 | yes | 13 | 8 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:51 | no | 0 | 10 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:31 | yes | 19 | 37 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:42 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:46 | no | 0 | 31 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:46 | yes | 13 | 19 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 01:36 | yes | 21 | 27 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:41 | yes | 5 | 12 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:21 | yes | 1 | 30 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:44 | yes | 13 | 23 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 23:48 | yes | 16 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:48 | yes | 5 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:02 | yes | 27 | 24 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-05 00:12 | yes | 25 | 4 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 01:23 | yes | 19 | 9 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:24 | yes | 5 | 3 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:37 | yes | 18 | 34 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:18 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:43 | yes | 10 | 50 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:28 | yes | 23 | 26 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:52 | yes | 21 | 54 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:55 | yes | 20 | 92 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-05 01:01 | yes | 4 | 27 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:56 | yes | 16 | 28 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
ShowHide
Category-scoped readings
Firefox read as Firefox ESR
Island read as Island Enterprise Browser
Island (The Enterprise Browser) read as Island Enterprise Browser
Island Browser read as Island Enterprise Browser
Prisma Browser read as Prisma Access Browser
Unresolved, counted raw
Arc Browser
Avecto (Defend Secure Browser)
Better-Cloud
Check Point Enterprise Browser
Chrome with Chrome Enterprise Core
Cloudflare Web Acceleration
Cortado
Firefox ESR with policies
Google’s Chrome Enterprise Premium
Harmony Browse
LayerX Browser Security Platform
Legacy Microsoft Edge (EdgeHTML – the original Edge)
Multilogin
Netzilo Enterprise Browser
Nozomi Cyber / BlueCat
Older Safari versions (pre-2023)
Paddle
Palo Alto Networks Next-Generation Secure Browser
Palo Alto Networks Prisma Browser For Business
Palo Alto Networks' Prisma Browser/Talon
Palo Alto Networks’ enterprise browser solutions
Prisma Secure Browser
QQ Browser
RAV Online Security
Soteria
Surf Browser
Talon WorkBrowser
UC Browser
Wave Browser
WebNavigator
Discontinued, still offered
No shut-down product was recommended here.